Semantic Segmentation on Cityscapes original (1/8 (372 labeled images))
84.3mIoUUniMatch V2 (published)
Evaluation results
| Method | Links | |
|---|---|---|
| UniMatch V2 (published)Encoder=DINOv2-B2026.07 | 84.3 | |
| UniMatch V2 (our repro)Encoder=DINOv2-B2026.07 | 83.96 | |
| PixConEncoder=DINOv2-B2026.07 | 83.88 | |
| UniMatch V2 (published)Encoder=DINOv2-S2026.07 | 81.9 | |
| SemiVLEncoder=CLIP-B2026.07 | 79.4 | |
| AllSparkBackbone=SegFormer-B5, Evaluation Protocol=OHEM, Sliding window2024.03 | 79.24 | |
| BeyondPixelsEncoder=RN-1012026.07 | 79.2 | |
| CFCGEvaluation Protocol=OHEM, Sliding window2024.03 | 79.09 | |
| LogicDiagEvaluation Protocol=OHEM, Sliding window2024.03 | 78.9 | |
| CorrMatchEncoder=RN-1012026.07 | 78.5 | |
| FPLEvaluation Protocol=OHEM, Sliding window2024.03 | 78.47 | |
| UniMatchEvaluation Protocol=OHEM, Sliding window2024.03 | 77.9 | |
| UniMatchEncoder=RN-1012026.07 | 77.9 | |
| AugSegEvaluation Protocol=OHEM, Sliding window2024.03 | 77.82 | |
| AugSegEncoder=RN-1012026.07 | 77.8 | |
| DGCLEvaluation Protocol=OHEM, Sliding window2024.03 | 77.29 | |
| ESLEvaluation Protocol=OHEM, Sliding window2024.03 | 77.15 | |
| U2PLEvaluation Protocol=OHEM, Sliding window2024.03 | 76.48 | |
| CCVCEvaluation Protocol=OHEM, Sliding window2024.03 | 76.4 | |
| AELEvaluation Protocol=OHEM, Sliding window2024.03 | 75.55 | |
| SemiCVTEvaluation Protocol=OHEM, Sliding window2024.03 | 75.41 | |
| CPSEvaluation Protocol=OHEM, Sliding window2024.03 | 74.31 | |
| ST++Evaluation Protocol=OHEM, Sliding window2024.03 | 73.43 | |
| SupBaseline-CNNBackbone=ResNet-101, Decoder=DeepLabV3+, Evaluation Protocol=OHEM, Sliding window2024.03 | 72.8 | |
| GTA-SegEvaluation Protocol=OHEM, Sliding window2024.03 | 72.02 | |
| SupBaseline-ViTBackbone=SegFormer-B5, Evaluation Protocol=OHEM, Sliding window2024.03 | 70.52 |